Bressloff P C, Cowan J D, Golubitsky M, Thomas P J, Wiener M C
Department of Mathematics, University of Utah, Salt Lake City, UT 84112, USA.
Philos Trans R Soc Lond B Biol Sci. 2001 Mar 29;356(1407):299-330. doi: 10.1098/rstb.2000.0769.
This paper is concerned with a striking visual experience: that of seeing geometric visual hallucinations. Hallucinatory images were classified by Klüver into four groups called form constants comprising (i) gratings, lattices, fretworks, filigrees, honeycombs and chequer-boards, (ii) cobwebs, (iii) tunnels, funnels, alleys, cones and vessels, and (iv) spirals. This paper describes a mathematical investigation of their origin based on the assumption that the patterns of connection between retina and striate cortex (henceforth referred to as V1)-the retinocortical map-and of neuronal circuits in V1, both local and lateral, determine their geometry. In the first part of the paper we show that form constants, when viewed in V1 coordinates, essentially correspond to combinations of plane waves, the wavelengths of which are integral multiples of the width of a human Hubel-Wiesel hypercolumn, ca. 1.33-2 mm. We next introduce a mathematical description of the large-scale dynamics of V1 in terms of the continuum limit of a lattice of interconnected hypercolumns, each of which itself comprises a number of interconnected iso-orientation columns. We then show that the patterns of interconnection in V1 exhibit a very interesting symmetry, i.e. they are invariant under the action of the planar Euclidean group E(2)-the group of rigid motions in the plane-rotations, reflections and translations. What is novel is that the lateral connectivity of V1 is such that a new group action is needed to represent its properties: by virtue of its anisotropy it is invariant with respect to certain shifts and twists of the plane. It is this shift-twist invariance that generates new representations of E(2). Assuming that the strength of lateral connections is weak compared with that of local connections, we next calculate the eigenvalues and eigenfunctions of the cortical dynamics, using Rayleigh-Schrödinger perturbation theory. The result is that in the absence of lateral connections, the eigenfunctions are degenerate, comprising both even and odd combinations of sinusoids in straight phi, the cortical label for orientation preference, and plane waves in r, the cortical position coordinate. 'Switching-on' the lateral interactions breaks the degeneracy and either even or else odd eigenfunctions are selected. These results can be shown to follow directly from the Euclidean symmetry we have imposed. In the second part of the paper we study the nature of various even and odd combinations of eigenfunctions or planforms, the symmetries of which are such that they remain invariant under the particular action of E(2) we have imposed. These symmetries correspond to certain subgroups of E(2), the so-called axial subgroups. Axial subgroups are important in that the equivariant branching lemma indicates that when a symmetrical dynamical system becomes unstable, new solutions emerge which have symmetries corresponding to the axial subgroups of the underlying symmetry group. This is precisely the case studied in this paper. Thus we study the various planforms that emerge when our model V1 dynamics become unstable under the presumed action of hallucinogens or flickering lights. We show that the planforms correspond to the axial subgroups of E(2), under the shift-twist action. We then compute what such planforms would look like in the visual field, given an extension of the retinocortical map to include its action on local edges and contours. What is most interesting is that, given our interpretation of the correspondence between V1 planforms and perceived patterns, the set of planforms generates representatives of all the form constants. It is also noteworthy that the planforms derived from our continuum model naturally divide V1 into what are called linear regions, in which the pattern has a near constant orientation, reminiscent of the iso-orientation patches constructed via optical imaging. The boundaries of such regions form fractures whose points of intersection correspond to the well-known 'pinwheels'. To complete the study we then investigate the stability of the planforms, using methods of nonlinear stability analysis, including Liapunov-Schmidt reduction and Poincaré-Lindstedt perturbation theory. We find a close correspondence between stable planforms and form constants. The results are sensitive to the detailed specification of the lateral connectivity and suggest an interesting possibility, that the cortical mechanisms by which geometric visual hallucinations are generated, if sited mainly in V1, are closely related to those involved in the processing of edges and contours.
即看到几何视幻觉。克吕弗将幻觉图像分为四组,称为形式常量,包括(i)光栅、晶格、浮雕细工、细丝、蜂巢和棋盘,(ii)蜘蛛网,(iii)隧道、漏斗、小巷、圆锥体和容器,以及(iv)螺旋。本文基于视网膜与纹状皮质(以下简称V1)之间的连接模式——视网膜皮质图谱——以及V1中局部和横向的神经元回路决定其几何形状这一假设,对其起源进行了数学研究。在本文的第一部分,我们表明,当在V1坐标中观察时,形式常量本质上对应于平面波的组合,其波长是人类休伯尔 - 威塞尔超柱宽度(约1.33 - 2毫米)的整数倍。接下来,我们根据相互连接的超柱晶格的连续极限,引入了V1大规模动力学的数学描述,每个超柱本身又由多个相互连接的等方向柱组成。然后我们表明,V1中的连接模式呈现出一种非常有趣的对称性,即它们在平面欧几里得群E(2)(平面中的刚体运动群——旋转、反射和平移)的作用下是不变的。新颖之处在于,V1的横向连接性使得需要一种新的群作用来表示其性质:由于其各向异性,它对于平面的某些平移和扭转是不变的。正是这种平移 - 扭转不变性产生了E(2)的新表示。假设与局部连接相比,横向连接的强度较弱,接下来我们使用瑞利 - 薛定谔微扰理论计算皮质动力学的特征值和特征函数。结果是,在没有横向连接的情况下,特征函数是简并的,包括在表示方向偏好的皮质标记直phi中的正弦波的偶数和奇数组合,以及在表示皮质位置坐标的r中的平面波。“开启”横向相互作用打破了简并性,并选择了偶数或奇数特征函数。这些结果可以直接从我们所施加的欧几里得对称性推导出来。在本文的第二部分,我们研究特征函数或平面形式的各种偶数和奇数组合的性质,其对称性使得它们在我们所施加的E(2)的特定作用下保持不变。这些对称性对应于E(2)的某些子群,即所谓的轴向子群。轴向子群很重要,因为等变分支引理表明,当一个对称动力系统变得不稳定时,会出现具有与基础对称群的轴向子群相对应的对称性的新解。本文正是研究这种情况。因此,我们研究当我们的模型V1动力学在假定的致幻剂或闪烁光的作用下变得不稳定时出现的各种平面形式。我们表明,在平移 - 扭转作用下,平面形式对应于E(2)的轴向子群。然后,给定视网膜皮质图谱的扩展以包括其对局部边缘和轮廓的作用,我们计算这些平面形式在视野中会是什么样子。最有趣的是,根据我们对V1平面形式与感知模式之间对应关系的解释,平面形式的集合生成了所有形式常量的代表。同样值得注意的是,从我们的连续模型导出的平面形式自然地将V1划分为所谓的线性区域,其中图案具有近乎恒定的方向,让人联想到通过光学成像构建的等方向斑块。这些区域的边界形成裂缝,其交点对应于著名的“风车”。为了完成这项研究,我们随后使用非线性稳定性分析方法,包括李雅普诺夫 - 施密特约化和庞加莱 - 林德施泰特微扰理论,研究平面形式的稳定性。我们发现稳定的平面形式与形式常量之间有密切的对应关系。结果对横向连接性的详细规范很敏感,并提出了一种有趣的可能性,即如果主要位于V1中的产生几何视幻觉的皮质机制与参与边缘和轮廓处理的机制密切相关。